Pandas Profiling Report

Dataset info

Number of variables	108
Number of observations	5000
Missing cells	8 (< 0.1%)
Duplicate rows	0 (0.0%)
Total size in memory	4.4 MiB
Average record size in memory	919.2 B

Variables types

NUM	49
BOOL	48
CAT	11

Toggle Reproduction Information

Reproduction info

Date of analysis	2020-04-18 18:49:01.248697
Version	pandas-profiling v2.4.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download Configuration	config.yaml

Toggle Warnings

Warnings

`card2spent` has 179 (3.6%) zeros	Zeros
`cardmon` has 1419 (28.4%) zeros	Zeros
`cardten` has 1420 (28.4%) zeros	Zeros
`cars` has 497 (9.9%) zeros	Zeros
`employ` has 659 (13.2%) zeros	Zeros
`equipmon` has 3296 (65.9%) zeros	Zeros
`equipten` has 3296 (65.9%) zeros	Zeros
`hourstv` has 85 (1.7%) zeros	Zeros
`internet` has 2498 (50.0%) zeros	Zeros
`pets` has 1529 (30.6%) zeros	Zeros
`pets_birds` has 4698 (94.0%) zeros	Zeros
`pets_cats` has 3413 (68.3%) zeros	Zeros
`pets_dogs` has 3762 (75.2%) zeros	Zeros
`pets_freshfish` has 3462 (69.2%) zeros	Zeros
`pets_reptiles` has 4818 (96.4%) zeros	Zeros
`pets_saltfish` has 4942 (98.8%) zeros	Zeros
`pets_small` has 4749 (95.0%) zeros	Zeros
`tollmon` has 2622 (52.4%) zeros	Zeros
`tollten` has 2622 (52.4%) zeros	Zeros
`wiremon` has 3656 (73.1%) zeros	Zeros
`wireten` has 3656 (73.1%) zeros	Zeros
`equipmon` is highly correlated with `equip`	High Correlation
`equip` is highly correlated with `equipmon`	High Correlation

active
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2670
1	2330

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	2670	53.4%
1	2330	46.6%

addresscat
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.272
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.319986543
Coefficient of variation (CV)	0.40341887
Kurtosis	-1.076601118
Mean	3.272
Median Absolute Deviation (MAD)	1.1313952
Skewness	-0.2232780974
Sum	16360
Variance	1.742364473

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3	1221	24.4%
5	1157	23.1%
4	1139	22.8%
2	873	17.5%
1	610	12.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	610	12.2%
2	873	17.5%
3	1221	24.4%
4	1139	22.8%
5	1157	23.1%

Value	Count	Frequency (%)
5	1157	23.1%
4	1139	22.8%
3	1221	24.4%
2	873	17.5%
1	610	12.2%

agecat
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.2388
Minimum	2
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	2
5-th percentile	2
Q1	3
median	4
Q3	5
95-th percentile	6
Maximum	6
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.308784605
Coefficient of variation (CV)	0.3087630002
Kurtosis	-1.062540962
Mean	4.2388
Median Absolute Deviation (MAD)	1.11623824
Skewness	-0.2082156666
Sum	21194
Variance	1.712917143

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[2. 2.5 3.5 5.5 6. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
4	1222	24.4%
5	1195	23.9%
6	1068	21.4%
3	893	17.9%
2	622	12.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	622	12.4%
3	893	17.9%
4	1222	24.4%
5	1195	23.9%
6	1068	21.4%

Value	Count	Frequency (%)
6	1068	21.4%
5	1195	23.9%
4	1222	24.4%
3	893	17.9%
2	622	12.4%

bfast
Categorical

Distinct count	3
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

3	1875
1	1582
2	1543

Toggle details

Value	Count	Frequency (%)
3	1875	37.5%
1	1582	31.6%
2	1543	30.9%

Composition

Contains chars	False
Contains digits	True
Contains whitespace	False
Contains non-words	False

Length

Max length	1
Mean length	1
Min length	1

birthmonth
Categorical

Distinct count	12
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

September	458
May	451
June	420
January	420
February	418
Other values (7)	2833

Toggle details

Value	Count	Frequency (%)
September	458	9.2%
May	451	9.0%
June	420	8.4%
January	420	8.4%
February	418	8.4%
March	416	8.3%
July	413	8.3%
October	410	8.2%
August	406	8.1%
November	399	8.0%
Other values (2)	789	15.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	False

Length

Max length	9
Mean length	6.1616
Min length	3

callcard
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	3581
0	1419

Toggle details

Frequency Table

Value	Count	Frequency (%)
1	3581	71.6%
0	1419	28.4%

callid
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2624
1	2376

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	2624	52.5%
1	2376	47.5%

callwait
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2605
1	2395

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	2605	52.1%
1	2395	47.9%

carbought
Categorical

Distinct count	3
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2901
1	1602
-1	497

Toggle details

Value	Count	Frequency (%)
0	2901	58.0%
1	1602	32.0%
-1	497	9.9%

Composition

Contains chars	False
Contains digits	True
Contains whitespace	False
Contains non-words	True

Length

Max length	2
Mean length	1.0994
Min length	1

carbuy
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3195
1	1805

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3195	63.9%
1	1805	36.1%

carcatvalue
Categorical

Distinct count	4
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	2399
2	1267
3	837
-1	497

Toggle details

Value	Count	Frequency (%)
1	2399	48.0%
2	1267	25.3%
3	837	16.7%
-1	497	9.9%

Composition

Contains chars	False
Contains digits	True
Contains whitespace	False
Contains non-words	True

Length

Max length	2
Mean length	1.0994
Min length	1

card
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.7142
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.184904705
Coefficient of variation (CV)	0.4365576247
Kurtosis	-1.111220712
Mean	2.7142
Median Absolute Deviation (MAD)	1.03232344
Skewness	0.01533298718
Sum	13571
Variance	1.40399916

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
4	1344	26.9%
2	1247	24.9%
3	1200	24.0%
1	986	19.7%
5	223	4.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	986	19.7%
2	1247	24.9%
3	1200	24.0%
4	1344	26.9%
5	223	4.5%

Value	Count	Frequency (%)
5	223	4.5%
4	1344	26.9%
3	1200	24.0%
2	1247	24.9%
1	986	19.7%

card2
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.7744
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.173447926
Coefficient of variation (CV)	0.4229555675
Kurtosis	-0.9179101004
Mean	2.7744
Median Absolute Deviation (MAD)	0.9913888
Skewness	0.08473611575
Sum	13872
Variance	1.376980036

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3	1384	27.7%
2	1301	26.0%
4	1141	22.8%
1	829	16.6%
5	345	6.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	829	16.6%
2	1301	26.0%
3	1384	27.7%
4	1141	22.8%
5	345	6.9%

Value	Count	Frequency (%)
5	345	6.9%
4	1141	22.8%
3	1384	27.7%
2	1301	26.0%
1	829	16.6%

card2benefit
Categorical

Distinct count	4
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

4	1294
3	1286
2	1216
1	1204

Toggle details

Value	Count	Frequency (%)
4	1294	25.9%
3	1286	25.7%
2	1216	24.3%
1	1204	24.1%

Composition

Contains chars	False
Contains digits	True
Contains whitespace	False
Contains non-words	False

Length

Max length	1
Mean length	1
Min length	1

card2fee
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4064
1	936

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4064	81.3%
1	936	18.7%

card2spent
Real number (ℝ_≥0)

ZEROS

Distinct count	4477
Unique (%)	89.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	160.87611
Minimum	0
Maximum	2069.25
Zeros	179
Zeros (%)	3.6%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	14.8195
Q1	66.9675
median	125.34
Q3	208.31
95-th percentile	419.447
Maximum	2069.25
Range	2069.25
Interquartile range (IQR)	141.3425

Descriptive statistics

Standard deviation	146.2927708
Coefficient of variation (CV)	0.9093504981
Kurtosis	15.73624878
Mean	160.87611
Median Absolute Deviation (MAD)	100.4445355
Skewness	2.801163009
Sum	804380.55
Variance	21401.57478

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 3.05 6.32 11.83 50.2 ... 495.305 637.99 799.44 1296.065 2069.25 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	179	3.6%
63.69	3	0.1%
92.92	3	0.1%
175.75	3	0.1%
97.87	3	0.1%
112.88	3	0.1%
128.54	3	0.1%
159.1	3	0.1%
38.41	3	0.1%
128.35	3	0.1%
Other values (4467)	4794	95.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	179	3.6%
6.1	1	< 0.1%
6.54	1	< 0.1%
6.86	1	< 0.1%
7.14	1	< 0.1%

Value	Count	Frequency (%)
2069.25	1	< 0.1%
1611.35	1	< 0.1%
1309.37	1	< 0.1%
1282.76	1	< 0.1%
1277.68	1	< 0.1%

card2tenurecat
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.5714
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.363845319
Coefficient of variation (CV)	0.3818797444
Kurtosis	-1.247495334
Mean	3.5714
Median Absolute Deviation (MAD)	1.22917352
Skewness	-0.3681815234
Sum	17857
Variance	1.860074055

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5	1923	38.5%
2	1019	20.4%
3	933	18.7%
4	760	15.2%
1	365	7.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	365	7.3%
2	1019	20.4%
3	933	18.7%
4	760	15.2%
5	1923	38.5%

Value	Count	Frequency (%)
5	1923	38.5%
4	760	15.2%
3	933	18.7%
2	1019	20.4%
1	365	7.3%

card2type
Categorical

Distinct count	4
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

4	1319
3	1257
2	1235
1	1189

Toggle details

Value	Count	Frequency (%)
4	1319	26.4%
3	1257	25.1%
2	1235	24.7%
1	1189	23.8%

Composition

Contains chars	False
Contains digits	True
Contains whitespace	False
Contains non-words	False

Length

Max length	1
Mean length	1
Min length	1

cardbenefit
Categorical

Distinct count	4
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

3	1274
4	1250
1	1245
2	1231

Toggle details

Value	Count	Frequency (%)
3	1274	25.5%
4	1250	25.0%
1	1245	24.9%
2	1231	24.6%

Composition

Contains chars	False
Contains digits	True
Contains whitespace	False
Contains non-words	False

Length

Max length	1
Mean length	1
Min length	1

cardfee
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4051
1	949

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4051	81.0%
1	949	19.0%

cardmon
Real number (ℝ_≥0)

ZEROS

Distinct count	271
Unique (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.44385
Minimum	0
Maximum	188.5
Zeros	1419
Zeros (%)	28.4%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	13.75
Q3	22.75
95-th percentile	42
Maximum	188.5
Range	188.5
Interquartile range (IQR)	22.75

Descriptive statistics

Standard deviation	15.00756909
Coefficient of variation (CV)	0.9717505087
Kurtosis	7.167082585
Mean	15.44385
Median Absolute Deviation (MAD)	11.2445612
Skewness	1.687652851
Sum	77219.25
Variance	225.2271301

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 1.625 3.875 5.125 7.125 ... 47.625 56.125 66. 103.25 188.5 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1419	28.4%
13.25	53	1.1%
11.5	52	1.0%
16.5	49	1.0%
16.25	49	1.0%
13.75	47	0.9%
18.25	45	0.9%
13.5	45	0.9%
14.25	44	0.9%
15	44	0.9%
Other values (261)	3153	63.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1419	28.4%
3.25	1	< 0.1%
3.75	1	< 0.1%
4	3	0.1%
4.25	9	0.2%

Value	Count	Frequency (%)
188.5	1	< 0.1%
138.25	1	< 0.1%
104.5	1	< 0.1%
102	1	< 0.1%
100.25	1	< 0.1%

cardspent
Real number (ℝ_≥0)

Distinct count	4760
Unique (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	337.20252
Minimum	0
Maximum	3926.41
Zeros	7
Zeros (%)	0.1%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	91.3045
Q1	183.3775
median	276.36
Q3	418.5375
95-th percentile	782.3155
Maximum	3926.41
Range	3926.41
Interquartile range (IQR)	235.16

Descriptive statistics

Standard deviation	245.1450683
Coefficient of variation (CV)	0.7269965488
Kurtosis	21.43959666
Mean	337.20252
Median Absolute Deviation (MAD)	167.7864159
Skewness	3.051236651
Sum	1686012.6
Variance	60096.10451

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 50.285 108.415 306.005 378.11 ... 894.465 1134.495 1340.075 1939.025 3926.41 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7	0.1%
186.91	4	0.1%
245.84	3	0.1%
321.19	3	0.1%
231.14	3	0.1%
202.31	3	0.1%
237.16	3	0.1%
412.99	3	0.1%
122.54	3	0.1%
249	3	0.1%
Other values (4750)	4965	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	0.1%
6.97	1	< 0.1%
7.34	1	< 0.1%
7.53	1	< 0.1%
8.11	1	< 0.1%

Value	Count	Frequency (%)
3926.41	1	< 0.1%
3104.63	1	< 0.1%
2969.39	1	< 0.1%
2503.25	1	< 0.1%
2461.03	1	< 0.1%

cardten
Real number (ℝ_≥0)

ZEROS

Distinct count	698
Unique (%)	14.0%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	720.4783914
Minimum	0
Maximum	13705
Zeros	1420
Zeros (%)	28.4%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	425
Q3	1080
95-th percentile	2455.75
Maximum	13705
Range	13705
Interquartile range (IQR)	1080

Descriptive statistics

Standard deviation	922.2255266
Coefficient of variation (CV)	1.280018301
Kurtosis	15.16275134
Mean	720.4783914
Median Absolute Deviation (MAD)	667.3656836
Skewness	2.645855077
Sum	3600951
Variance	850499.9219

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1420	28.4%
590	21	0.4%
200	20	0.4%
380	20	0.4%
45	19	0.4%
195	19	0.4%
500	19	0.4%
330	18	0.4%
220	18	0.4%
435	18	0.4%
Other values (687)	3406	68.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1420	28.4%
4.75	1	< 0.1%
5	17	0.3%
5.25	1	< 0.1%
7.75	1	< 0.1%

Value	Count	Frequency (%)
13705	1	< 0.1%
9920	1	< 0.1%
7310	1	< 0.1%
7115	1	< 0.1%
6440	1	< 0.1%

cardtype
Categorical

Distinct count	4
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

4	1260
3	1257
1	1242
2	1241

Toggle details

Value	Count	Frequency (%)
4	1260	25.2%
3	1257	25.1%
1	1242	24.8%
2	1241	24.8%

Composition

Contains chars	False
Contains digits	True
Contains whitespace	False
Contains non-words	False

Length

Max length	1
Mean length	1
Min length	1

carown
Categorical

Distinct count	3
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	3704
0	799
-1	497

Toggle details

Value	Count	Frequency (%)
1	3704	74.1%
0	799	16.0%
-1	497	9.9%

Composition

Contains chars	False
Contains digits	True
Contains whitespace	False
Contains non-words	True

Length

Max length	2
Mean length	1.0994
Min length	1

cars
Real number (ℝ_≥0)

ZEROS

Distinct count	9
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.1306
Minimum	0
Maximum	8
Zeros	497
Zeros (%)	9.9%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	8
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.307472958
Coefficient of variation (CV)	0.6136642065
Kurtosis	0.3283876837
Mean	2.1306
Median Absolute Deviation (MAD)	1.01356952
Skewness	0.5017223598
Sum	10653
Variance	1.709485537

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4.5 5.5 6.5 8. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2	1607	32.1%
1	1119	22.4%
3	1082	21.6%
0	497	9.9%
4	481	9.6%
5	149	3.0%
6	51	1.0%
7	13	0.3%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	497	9.9%
1	1119	22.4%
2	1607	32.1%
3	1082	21.6%
4	481	9.6%

Value	Count	Frequency (%)
8	1	< 0.1%
7	13	0.3%
6	51	1.0%
5	149	3.0%
4	481	9.6%

cartype
Categorical

Distinct count	3
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2287
1	2216
-1	497

Toggle details

Value	Count	Frequency (%)
0	2287	45.7%
1	2216	44.3%
-1	497	9.9%

Composition

Contains chars	False
Contains digits	True
Contains whitespace	False
Contains non-words	True

Length

Max length	2
Mean length	1.0994
Min length	1

carvalue
Real number (ℝ)

Distinct count	801
Unique (%)	16.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	23.23258
Minimum	-1
Maximum	99.6
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	9.2
median	17
Q3	31.1
95-th percentile	72
Maximum	99.6
Range	100.6
Interquartile range (IQR)	21.9

Descriptive statistics

Standard deviation	21.2316367
Coefficient of variation (CV)	0.9138733925
Kurtosis	1.951706615
Mean	23.23258
Median Absolute Deviation (MAD)	15.90401841
Skewness	1.474026141
Sum	116162.9
Variance	450.782397

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-1. 0.6 2.25 3.35 4.15 ... 29.15 41.25 56.75 95.65 99.6 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
-1	497	9.9%
9.8	25	0.5%
13.5	24	0.5%
6.3	24	0.5%
10.2	23	0.5%
13	23	0.5%
11.4	22	0.4%
9.1	22	0.4%
9.2	22	0.4%
9.9	22	0.4%
Other values (791)	4296	85.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	497	9.9%
2.2	1	< 0.1%
2.3	1	< 0.1%
2.4	1	< 0.1%
2.5	1	< 0.1%

Value	Count	Frequency (%)
99.6	1	< 0.1%
99.2	1	< 0.1%
98.8	1	< 0.1%
98.5	4	0.1%
98.2	1	< 0.1%

churn
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3734
1	1266

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3734	74.7%
1	1266	25.3%

commutebike
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4383
1	617

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4383	87.7%
1	617	12.3%

commutebus
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2970
1	2030

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	2970	59.4%
1	2030	40.6%

commutecar
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	3395
0	1605

Toggle details

Frequency Table

Value	Count	Frequency (%)
1	3395	67.9%
0	1605	32.1%

commutecarpool
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3641
1	1359

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3641	72.8%
1	1359	27.2%

commutecat
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.9734
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	4
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.258971581
Coefficient of variation (CV)	0.6379708022
Kurtosis	-0.7879110342
Mean	1.9734
Median Absolute Deviation (MAD)	1.1310908
Skewness	0.8190792752
Sum	9867
Variance	1.585009442

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	2905	58.1%
3	981	19.6%
4	666	13.3%
2	295	5.9%
5	153	3.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2905	58.1%
2	295	5.9%
3	981	19.6%
4	666	13.3%
5	153	3.1%

Value	Count	Frequency (%)
5	153	3.1%
4	666	13.3%
3	981	19.6%
2	295	5.9%
1	2905	58.1%

commutemotorcycle
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4487
1	513

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4487	89.7%
1	513	10.3%

commutenonmotor
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4708
1	292

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4708	94.2%
1	292	5.8%

commutepublic
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4523
1	477

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4523	90.5%
1	477	9.5%

commuterail
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3627
1	1373

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3627	72.5%
1	1373	27.5%

commutetime
Real number (ℝ_≥0)

Distinct count	42
Unique (%)	0.8%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	25.34553822
Minimum	8
Maximum	48
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	8
5-th percentile	16
Q1	21
median	25
Q3	29
95-th percentile	35
Maximum	48
Range	40
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.879148725
Coefficient of variation (CV)	0.2319599085
Kurtosis	0.1348687314
Mean	25.34553822
Median Absolute Deviation (MAD)	4.689455214
Skewness	0.2902796332
Sum	126677
Variance	34.56438973

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
24	336	6.7%
23	335	6.7%
27	331	6.6%
25	330	6.6%
22	325	6.5%
26	311	6.2%
21	307	6.1%
28	293	5.9%
29	260	5.2%
30	226	4.5%
Other values (31)	1944	38.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8	1	< 0.1%
9	6	0.1%
10	4	0.1%
11	9	0.2%
12	22	0.4%

Value	Count	Frequency (%)
48	1	< 0.1%
47	1	< 0.1%
46	6	0.1%
45	4	0.1%
44	4	0.1%

commutewalk
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3081
1	1919

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3081	61.6%
1	1919	38.4%

confer
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2610
1	2390

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	2610	52.2%
1	2390	47.8%

creddebt
Real number (ℝ_≥0)

Distinct count	4950
Unique (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.857325646
Minimum	0
Maximum	109.072596
Zeros	1
Zeros (%)	< 0.1%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.101088
Q1	0.3855195
median	0.926437
Q3	2.06382
95-th percentile	6.3730104
Maximum	109.072596
Range	109.072596
Interquartile range (IQR)	1.6783005

Descriptive statistics

Standard deviation	3.41573197
Coefficient of variation (CV)	1.839059283
Kurtosis	248.5334273
Mean	1.857325646
Median Absolute Deviation (MAD)	1.669040643
Skewness	11.12004134
Sum	9286.628229
Variance	11.66722489

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.00000000e+00 2.96480000e-02 4.81550000e-01 8.24674500e-01 1.10591150e+00 ... 6.10431900e+00 9.96463000e+00 1.69811400e+01 3.49856660e+01 1.09072596e+02], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.272	2	< 0.1%
0.235872	2	< 0.1%
0.17172	2	< 0.1%
0.316008	2	< 0.1%
1.6744	2	< 0.1%
1.254	2	< 0.1%
0.658368	2	< 0.1%
0.129778	2	< 0.1%
0.49842	2	< 0.1%
0.66528	2	< 0.1%
Other values (4940)	4980	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.001364	1	< 0.1%
0.00341	1	< 0.1%
0.00494	1	< 0.1%
0.006344	1	< 0.1%

Value	Count	Frequency (%)
109.072596	1	< 0.1%
67.49085	1	< 0.1%
48.704524	1	< 0.1%
44.24556	1	< 0.1%
42.0985	1	< 0.1%

debtinc
Real number (ℝ_≥0)

Distinct count	325
Unique (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.95416
Minimum	0
Maximum	43.1
Zeros	1
Zeros (%)	< 0.1%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	1.9
Q1	5.1
median	8.8
Q3	13.6
95-th percentile	22.2
Maximum	43.1
Range	43.1
Interquartile range (IQR)	8.5

Descriptive statistics

Standard deviation	6.399783288
Coefficient of variation (CV)	0.6429254993
Kurtosis	1.37645844
Mean	9.95416
Median Absolute Deviation (MAD)	5.021084064
Skewness	1.061933558
Sum	49770.8
Variance	40.95722614

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.45 1.05 1.95 4.05 ... 22.15 24.85 29.35 37.85 43.1 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
7	48	1.0%
6.9	46	0.9%
4.1	46	0.9%
5.4	45	0.9%
4.4	42	0.8%
6.6	42	0.8%
7.3	41	0.8%
5.9	39	0.8%
11.3	39	0.8%
5.5	38	0.8%
Other values (315)	4574	91.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.1	6	0.1%
0.2	2	< 0.1%
0.3	5	0.1%
0.4	6	0.1%

Value	Count	Frequency (%)
43.1	1	< 0.1%
41.7	1	< 0.1%
41	1	< 0.1%
40.7	1	< 0.1%
38.2	1	< 0.1%

default
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3829
1	1171

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3829	76.6%
1	1171	23.4%

ebill
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3257
1	1743

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3257	65.1%
1	1743	34.9%

edcat
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.672
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.211738281
Coefficient of variation (CV)	0.4534948657
Kurtosis	-0.9972867043
Mean	2.672
Median Absolute Deviation (MAD)	1.0538944
Skewness	0.2482455737
Sum	13360
Variance	1.468309662

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2	1567	31.3%
4	1111	22.2%
3	1022	20.4%
1	946	18.9%
5	354	7.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	946	18.9%
2	1567	31.3%
3	1022	20.4%
4	1111	22.2%
5	354	7.1%

Value	Count	Frequency (%)
5	354	7.1%
4	1111	22.2%
3	1022	20.4%
2	1567	31.3%
1	946	18.9%

empcat
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.9326
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.453299575
Coefficient of variation (CV)	0.4955669288
Kurtosis	-1.335449666
Mean	2.9326
Median Absolute Deviation (MAD)	1.25033312
Skewness	0.1513485346
Sum	14663
Variance	2.112079656

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	1180	23.6%
5	1135	22.7%
1	1048	21.0%
3	968	19.4%
4	669	13.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1048	21.0%
2	1180	23.6%
3	968	19.4%
4	669	13.4%
5	1135	22.7%

Value	Count	Frequency (%)
5	1135	22.7%
4	669	13.4%
3	968	19.4%
2	1180	23.6%
1	1048	21.0%

employ
Real number (ℝ_≥0)

ZEROS

Distinct count	52
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.7304
Minimum	0
Maximum	52
Zeros	659
Zeros (%)	13.2%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	7
Q3	15
95-th percentile	31
Maximum	52
Range	52
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.690928679
Coefficient of variation (CV)	0.9959435048
Kurtosis	1.052865428
Mean	9.7304
Median Absolute Deviation (MAD)	7.66462912
Skewness	1.251917702
Sum	48652
Variance	93.91409866

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 6.5 ... 20.5 31.5 39.5 45.5 52. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	659	13.2%
1	389	7.8%
2	318	6.4%
3	309	6.2%
4	293	5.9%
5	260	5.2%
6	250	5.0%
7	191	3.8%
8	187	3.7%
11	184	3.7%
Other values (42)	1960	39.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	659	13.2%
1	389	7.8%
2	318	6.4%
3	309	6.2%
4	293	5.9%

Value	Count	Frequency (%)
52	1	< 0.1%
51	1	< 0.1%
49	1	< 0.1%
48	1	< 0.1%
47	1	< 0.1%

equip
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3296
1	1704

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3296	65.9%
1	1704	34.1%

equipmon
Real number (ℝ_≥0)

ZEROS
HIGH CORRELATION

Distinct count	735
Unique (%)	14.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.99131
Minimum	0
Maximum	106.3
Zeros	3296
Zeros (%)	65.9%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	30.8
95-th percentile	49.0525
Maximum	106.3
Range	106.3
Interquartile range (IQR)	30.8

Descriptive statistics

Standard deviation	19.2129426
Coefficient of variation (CV)	1.478907254
Kurtosis	-0.1151255476
Mean	12.99131
Median Absolute Deviation (MAD)	17.1277431
Skewness	1.081747534
Sum	64956.55
Variance	369.1371634

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 8.5 17.05 21.125 24.775 ... 48.525 55.575 65.15 75.65 106.3 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3296	65.9%
38.8	8	0.2%
36.5	8	0.2%
31.15	8	0.2%
32.3	8	0.2%
31.35	8	0.2%
42.05	7	0.1%
26.6	7	0.1%
29.25	7	0.1%
43.25	7	0.1%
Other values (725)	1636	32.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3296	65.9%
17	1	< 0.1%
17.1	1	< 0.1%
17.25	1	< 0.1%
17.35	1	< 0.1%

Value	Count	Frequency (%)
106.3	1	< 0.1%
94.1	1	< 0.1%
91.2	1	< 0.1%
89.35	1	< 0.1%
86.35	1	< 0.1%

equipten
Real number (ℝ_≥0)

ZEROS

Distinct count	1683
Unique (%)	33.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	470.1764
Minimum	0
Maximum	6525.3
Zeros	3296
Zeros (%)	65.9%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	510.1625
95-th percentile	2600.99
Maximum	6525.3
Range	6525.3
Interquartile range (IQR)	510.1625

Descriptive statistics

Standard deviation	912.2206241
Coefficient of variation (CV)	1.940166763
Kurtosis	4.786260303
Mean	470.1764
Median Absolute Deviation (MAD)	664.550161
Skewness	2.21494878
Sum	2350882
Variance	832146.4671

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.000000e+00 6.025000e+00 1.945000e+01 4.312500e+01 2.266250e+02 ... 1.793300e+03 2.797800e+03 3.702625e+03 4.747450e+03 6.525300e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3296	65.9%
1259.35	2	< 0.1%
446.45	2	< 0.1%
1918.8	2	< 0.1%
824.3	2	< 0.1%
2778.3	2	< 0.1%
723.2	2	< 0.1%
163.4	2	< 0.1%
206.7	2	< 0.1%
224.7	2	< 0.1%
Other values (1673)	1686	33.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3296	65.9%
12.05	1	< 0.1%
14.65	1	< 0.1%
14.85	1	< 0.1%
16.1	1	< 0.1%

Value	Count	Frequency (%)
6525.3	1	< 0.1%
6158.95	1	< 0.1%
6014.7	1	< 0.1%
5996.85	1	< 0.1%
5174.45	1	< 0.1%

forward
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2597
1	2403

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	2597	51.9%
1	2403	48.1%

gender
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	2518
0	2482

Toggle details

Frequency Table

Value	Count	Frequency (%)
1	2518	50.4%
0	2482	49.6%

homeown
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	3148
0	1852

Toggle details

Frequency Table

Value	Count	Frequency (%)
1	3148	63.0%
0	1852	37.0%

hometype
Categorical

Distinct count	4
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	2265
2	1548
3	896
4	291

Toggle details

Value	Count	Frequency (%)
1	2265	45.3%
2	1548	31.0%
3	896	17.9%
4	291	5.8%

Composition

Contains chars	False
Contains digits	True
Contains whitespace	False
Contains non-words	False

Length

Max length	1
Mean length	1
Min length	1

hourstv
Real number (ℝ_≥0)

ZEROS

Distinct count	32
Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.645
Minimum	0
Maximum	36
Zeros	85
Zeros (%)	1.7%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	12
Q1	17
median	20
Q3	23
95-th percentile	28
Maximum	36
Range	36
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.165608551
Coefficient of variation (CV)	0.2629477501
Kurtosis	2.348421771
Mean	19.645
Median Absolute Deviation (MAD)	3.862194
Skewness	-0.6447121586
Sum	98225
Variance	26.6835117

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 3. 7.5 9.5 11.5 ... 25.5 27.5 29.5 31.5 36. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
20	451	9.0%
19	445	8.9%
21	440	8.8%
18	413	8.3%
22	371	7.4%
17	350	7.0%
16	309	6.2%
23	301	6.0%
15	263	5.3%
24	248	5.0%
Other values (22)	1409	28.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	85	1.7%
6	1	< 0.1%
7	3	0.1%
8	9	0.2%
9	13	0.3%

Value	Count	Frequency (%)
36	3	0.1%
35	6	0.1%
34	9	0.2%
33	8	0.2%
32	10	0.2%

inccat
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.3922
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.221260601
Coefficient of variation (CV)	0.5105177665
Kurtosis	-0.5478133878
Mean	2.3922
Median Absolute Deviation (MAD)	1.02256376
Skewness	0.6595016048
Sum	11961
Variance	1.491477455

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[1. 1.5 2.5 3.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2	1797	35.9%
1	1330	26.6%
3	839	16.8%
4	650	13.0%
5	384	7.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1330	26.6%
2	1797	35.9%
3	839	16.8%
4	650	13.0%
5	384	7.7%

Value	Count	Frequency (%)
5	384	7.7%
4	650	13.0%
3	839	16.8%
2	1797	35.9%
1	1330	26.6%

income
Real number (ℝ_≥0)

Distinct count	266
Unique (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	54.7596
Minimum	9
Maximum	1073
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	9
5-th percentile	13
Q1	24
median	38
Q3	67
95-th percentile	147
Maximum	1073
Range	1064
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	55.37751115
Coefficient of variation (CV)	1.01128407
Kurtosis	57.07703653
Mean	54.7596
Median Absolute Deviation (MAD)	34.06261792
Skewness	5.179216362
Sum	273798
Variance	3066.668742

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 9. 9.5 14.5 35.5 46.5 ... 150.5 198. 302. 430.5 1073. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
22	112	2.2%
29	109	2.2%
25	108	2.2%
20	102	2.0%
30	102	2.0%
18	100	2.0%
23	100	2.0%
24	99	2.0%
32	93	1.9%
16	91	1.8%
Other values (256)	3984	79.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	83	1.7%
10	55	1.1%
11	57	1.1%
12	52	1.0%
13	56	1.1%

Value	Count	Frequency (%)
1073	1	< 0.1%
995	1	< 0.1%
780	1	< 0.1%
642	1	< 0.1%
575	1	< 0.1%

internet
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.1996
Minimum	0
Maximum	4
Zeros	2498
Zeros (%)	50.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.449337765
Coefficient of variation (CV)	1.208184199
Kurtosis	-0.8385647798
Mean	1.1996
Median Absolute Deviation (MAD)	1.26043648
Skewness	0.8084050647
Sum	5998
Variance	2.100579956

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.5 1.5 3.5 4. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2498	50.0%
1	774	15.5%
3	598	12.0%
4	585	11.7%
2	545	10.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2498	50.0%
1	774	15.5%
2	545	10.9%
3	598	12.0%
4	585	11.7%

Value	Count	Frequency (%)
4	585	11.7%
3	598	12.0%
2	545	10.9%
1	774	15.5%
0	2498	50.0%

jobcat
Real number (ℝ_≥0)

Distinct count	6
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.7528
Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.737899945
Coefficient of variation (CV)	0.631320817
Kurtosis	-0.7587698514
Mean	2.7528
Median Absolute Deviation (MAD)	1.46699136
Skewness	0.7980652472
Sum	13764
Variance	3.020296219

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	1640	32.8%
1	1388	27.8%
6	688	13.8%
3	620	12.4%
5	452	9.0%
4	212	4.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1388	27.8%
2	1640	32.8%
3	620	12.4%
4	212	4.2%
5	452	9.0%

Value	Count	Frequency (%)
6	688	13.8%
5	452	9.0%
4	212	4.2%
3	620	12.4%
2	1640	32.8%

jobsat
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.9642
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.37945603
Coefficient of variation (CV)	0.4653721174
Kurtosis	-1.236731377
Mean	2.9642
Median Absolute Deviation (MAD)	1.16367408
Skewness	0.02675024957
Sum	14821
Variance	1.90289894

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[1. 1.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3	1085	21.7%
2	1031	20.6%
4	1016	20.3%
1	975	19.5%
5	893	17.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	975	19.5%
2	1031	20.6%
3	1085	21.7%
4	1016	20.3%
5	893	17.9%

Value	Count	Frequency (%)
5	893	17.9%
4	1016	20.3%
3	1085	21.7%
2	1031	20.6%
1	975	19.5%

lncreddebt
Real number (ℝ)

Distinct count	4942
Unique (%)	98.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	-0.1304535217
Minimum	-6.59733372
Maximum	4.692013679
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	-6.59733372
5-th percentile	-2.291603612
Q1	-0.9526851128
median	-0.07610596682
Q3	0.7246652046
95-th percentile	1.852297333
Maximum	4.692013679
Range	11.2893474
Interquartile range (IQR)	1.677350317

Descriptive statistics

Standard deviation	1.273058389
Coefficient of variation (CV)	-9.758712315
Kurtosis	0.4926200073
Mean	-0.1304535217
Median Absolute Deviation (MAD)	0.9985671867
Skewness	-0.2950873094
Sum	-652.1371549
Variance	1.620677661

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2263384422	2	< 0.1%
-0.5028574541	2	< 0.1%
-0.981229333	2	< 0.1%
-1.761890036	2	< 0.1%
-0.12284583	2	< 0.1%
-0.9930637907	2	< 0.1%
-1.151987749	2	< 0.1%
0.0174469136	2	< 0.1%
-2.041929981	2	< 0.1%
-1.444465994	2	< 0.1%
Other values (4931)	4979	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-6.59733372	1	< 0.1%
-5.681042988	1	< 0.1%
-5.310389948	1	< 0.1%
-5.060245795	1	< 0.1%
-4.944145553	1	< 0.1%

Value	Count	Frequency (%)
4.692013679	1	< 0.1%
4.211992033	1	< 0.1%
3.885771921	1	< 0.1%
3.789755027	1	< 0.1%
3.740012111	1	< 0.1%

lnlongmon
Real number (ℝ)

Distinct count	866
Unique (%)	17.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.288779163
Minimum	-0.1053605157
Maximum	5.19212317
Zeros	1
Zeros (%)	< 0.1%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	-0.1053605157
5-th percentile	1.064710737
Q1	1.740466175
median	2.256541154
Q3	2.806386102
95-th percentile	3.604341892
Maximum	5.19212317
Range	5.297483686
Interquartile range (IQR)	1.065919927

Descriptive statistics

Standard deviation	0.7751778977
Coefficient of variation (CV)	0.3386861914
Kurtosis	-0.08563006282
Mean	2.288779163
Median Absolute Deviation (MAD)	0.6218329296
Skewness	0.1735480315
Sum	11443.89582
Variance	0.6009007731

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-0.10536052 0.54512202 0.79969379 1.05601487 1.28783051 ... 3.32952194 3.66803858 4.00049155 4.44117434 5.19212317], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1.435084525	31	0.6%
1.609437912	29	0.6%
2.066862759	28	0.6%
1.731655545	25	0.5%
2.014903021	25	0.5%
1.558144618	24	0.5%
1.373715579	24	0.5%
1.638996715	24	0.5%
1.599387577	24	0.5%
1.515127233	23	0.5%
Other values (856)	4743	94.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.1053605157	2	< 0.1%
-0.05129329439	1	< 0.1%
0	1	< 0.1%
0.04879016417	1	< 0.1%
0.0953101798	2	< 0.1%

Value	Count	Frequency (%)
5.19212317	1	< 0.1%
4.943069975	1	< 0.1%
4.86753445	1	< 0.1%
4.741011409	1	< 0.1%
4.734003058	1	< 0.1%

lnothdebt
Real number (ℝ)

Distinct count	4973
Unique (%)	99.5%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	0.6969152599
Minimum	-4.092107067
Maximum	4.952010983
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	-4.092107067
5-th percentile	-1.24348344
Q1	-0.01898650935
median	0.7415372647
Q3	1.462053291
95-th percentile	2.469586375
Maximum	4.952010983
Range	9.04411805
Interquartile range (IQR)	1.4810398

Descriptive statistics

Standard deviation	1.128578241
Coefficient of variation (CV)	1.619390916
Kurtosis	0.3024173635
Mean	0.6969152599
Median Absolute Deviation (MAD)	0.8908609447
Skewness	-0.2320881386
Sum	3483.879384
Variance	1.273688846

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1069081175	3	0.1%
0.320821834	2	< 0.1%
0.5865458955	2	< 0.1%
-1.706830258	2	< 0.1%
0.1972495774	2	< 0.1%
1.052275113	2	< 0.1%
-0.1026973982	2	< 0.1%
-0.8003093182	2	< 0.1%
0.6127394063	2	< 0.1%
-1.034601407	2	< 0.1%
Other values (4962)	4978	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.092107067	1	< 0.1%
-3.880718156	1	< 0.1%
-3.85328251	1	< 0.1%
-3.798426499	1	< 0.1%
-3.309074093	1	< 0.1%

Value	Count	Frequency (%)
4.952010983	1	< 0.1%
4.62799182	1	< 0.1%
4.203615921	1	< 0.1%
4.092846641	1	< 0.1%
4.083894146	1	< 0.1%

longmon
Real number (ℝ_≥0)

Distinct count	866
Unique (%)	17.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.47145
Minimum	0.9
Maximum	179.85
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0.9
5-th percentile	2.9
Q1	5.7
median	9.55
Q3	16.55
95-th percentile	36.7575
Maximum	179.85
Range	178.95
Interquartile range (IQR)	10.85

Descriptive statistics

Standard deviation	12.77338116
Coefficient of variation (CV)	0.9481816107
Kurtosis	18.50338971
Mean	13.47145
Median Absolute Deviation (MAD)	8.40494282
Skewness	3.271922723
Sum	67357.25
Variance	163.1592663

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0.9 1.725 2.875 8.925 11.225 ... 39.175 54.625 78.925 114.15 179.85 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
4.2	31	0.6%
5	29	0.6%
7.9	28	0.6%
5.65	25	0.5%
7.5	25	0.5%
5.15	24	0.5%
4.75	24	0.5%
3.95	24	0.5%
4.95	24	0.5%
4.3	23	0.5%
Other values (856)	4743	94.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.9	2	< 0.1%
0.95	1	< 0.1%
1	1	< 0.1%
1.05	1	< 0.1%
1.1	2	< 0.1%

Value	Count	Frequency (%)
179.85	1	< 0.1%
140.2	1	< 0.1%
130	1	< 0.1%
114.55	1	< 0.1%
113.75	1	< 0.1%

multline
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2558
1	2442

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	2558	51.2%
1	2442	48.8%

news
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2637
1	2363

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	2637	52.7%
1	2363	47.3%

othdebt
Real number (ℝ_≥0)

Distinct count	4973
Unique (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.654460154
Minimum	0
Maximum	141.45915
Zeros	1
Zeros (%)	< 0.1%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.2876923
Q1	0.9803015
median	2.09854
Q3	4.31478
95-th percentile	11.8159808
Maximum	141.45915
Range	141.45915
Interquartile range (IQR)	3.3344785

Descriptive statistics

Standard deviation	5.395171563
Coefficient of variation (CV)	1.476325185
Kurtosis	125.1452338
Mean	3.654460154
Median Absolute Deviation (MAD)	2.972029644
Skewness	7.589924316
Sum	18272.30077
Variance	29.10787619

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.00000000e+00 7.60125000e-02 1.75221000e-01 1.38867750e+00 1.85111200e+00 ... 1.71072630e+01 2.45548980e+01 3.69997685e+01 6.34190460e+01 1.41459150e+02], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1.112832	3	0.1%
4.6926	2	< 0.1%
4.45536	2	< 0.1%
1.218048	2	< 0.1%
1.131624	2	< 0.1%
0.18144	2	< 0.1%
0.531696	2	< 0.1%
2.86416	2	< 0.1%
0.355368	2	< 0.1%
2.280096	2	< 0.1%
Other values (4963)	4979	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.016704	1	< 0.1%
0.020636	1	< 0.1%
0.02121	1	< 0.1%
0.022406	1	< 0.1%

Value	Count	Frequency (%)
141.45915	1	< 0.1%
102.308404	1	< 0.1%
66.9279	1	< 0.1%
59.910192	1	< 0.1%
59.37624	1	< 0.1%

owncd
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4664
0	336

Toggle details

Frequency Table

Value	Count	Frequency (%)
1	4664	93.3%
0	336	6.7%

owndvd
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4568
0	432

Toggle details

Frequency Table

Value	Count	Frequency (%)
1	4568	91.4%
0	432	8.6%

ownfax
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4106
1	894

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4106	82.1%
1	894	17.9%

owngame
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2626
1	2374

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	2626	52.5%
1	2374	47.5%

ownipod
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2604
1	2396

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	2604	52.1%
1	2396	47.9%

ownpc
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	3164
0	1836

Toggle details

Frequency Table

Value	Count	Frequency (%)
1	3164	63.3%
0	1836	36.7%

ownpda
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3995
1	1005

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3995	79.9%
1	1005	20.1%

owntv
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4915
0	85

Toggle details

Frequency Table

Value	Count	Frequency (%)
1	4915	98.3%
0	85	1.7%

ownvcr
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	4578
0	422

Toggle details

Frequency Table

Value	Count	Frequency (%)
1	4578	91.6%
0	422	8.4%

pager
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3782
1	1218

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3782	75.6%
1	1218	24.4%

pets
Real number (ℝ_≥0)

ZEROS

Distinct count	20
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.0674
Minimum	0
Maximum	21
Zeros	1529
Zeros (%)	30.6%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	10
Maximum	21
Range	21
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.414496888
Coefficient of variation (CV)	1.113156709
Kurtosis	0.895993109
Mean	3.0674
Median Absolute Deviation (MAD)	2.78138616
Skewness	1.193780026
Sum	15337
Variance	11.658789

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 10.5 12.5 13.5 17. 21. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1529	30.6%
1	780	15.6%
2	586	11.7%
3	376	7.5%
5	298	6.0%
4	284	5.7%
6	256	5.1%
7	246	4.9%
8	178	3.6%
9	170	3.4%
Other values (10)	297	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1529	30.6%
1	780	15.6%
2	586	11.7%
3	376	7.5%
4	284	5.7%

Value	Count	Frequency (%)
21	1	< 0.1%
19	3	0.1%
18	1	< 0.1%
16	9	0.2%
15	10	0.2%

pets_birds
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1104
Minimum	0
Maximum	5
Zeros	4698
Zeros (%)	94.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4942273689
Coefficient of variation (CV)	4.476697182
Kurtosis	29.8226173
Mean	0.1104
Median Absolute Deviation (MAD)	0.20746368
Skewness	5.246435978
Sum	552
Variance	0.2442606921

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4698	94.0%
1	144	2.9%
2	88	1.8%
3	49	1.0%
4	20	0.4%
5	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4698	94.0%
1	144	2.9%
2	88	1.8%
3	49	1.0%
4	20	0.4%

Value	Count	Frequency (%)
5	1	< 0.1%
4	20	0.4%
3	49	1.0%
2	88	1.8%
1	144	2.9%

pets_cats
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5004
Minimum	0
Maximum	6
Zeros	3413
Zeros (%)	68.3%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8607833813
Coefficient of variation (CV)	1.72019061
Kurtosis	3.505584293
Mean	0.5004
Median Absolute Deviation (MAD)	0.68314608
Skewness	1.880430439
Sum	2502
Variance	0.7409480296

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 6. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3413	68.3%
1	923	18.5%
2	463	9.3%
3	160	3.2%
4	34	0.7%
5	5	0.1%
6	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3413	68.3%
1	923	18.5%
2	463	9.3%
3	160	3.2%
4	34	0.7%

Value	Count	Frequency (%)
6	2	< 0.1%
5	5	0.1%
4	34	0.7%
3	160	3.2%
2	463	9.3%

pets_dogs
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3924
Minimum	0
Maximum	7
Zeros	3762
Zeros (%)	75.2%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7960835319
Coefficient of variation (CV)	2.028755178
Kurtosis	5.87836191
Mean	0.3924
Median Absolute Deviation (MAD)	0.59048352
Skewness	2.330117657
Sum	1962
Variance	0.6337489898

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 7. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3762	75.2%
1	720	14.4%
2	360	7.2%
3	117	2.3%
4	36	0.7%
5	4	0.1%
7	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3762	75.2%
1	720	14.4%
2	360	7.2%
3	117	2.3%
4	36	0.7%

Value	Count	Frequency (%)
7	1	< 0.1%
5	4	0.1%
4	36	0.7%
3	117	2.3%
2	360	7.2%

pets_freshfish
Real number (ℝ_≥0)

ZEROS

Distinct count	17
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.8474
Minimum	0
Maximum	16
Zeros	3462
Zeros (%)	69.2%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	8
Maximum	16
Range	16
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.074801477
Coefficient of variation (CV)	1.664394001
Kurtosis	1.034373422
Mean	1.8474
Median Absolute Deviation (MAD)	2.56404184
Skewness	1.45517328
Sum	9237
Variance	9.454404121

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 7.5 9.5 11.5 12.5 16. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3462	69.2%
5	261	5.2%
6	251	5.0%
7	229	4.6%
4	222	4.4%
8	134	2.7%
3	130	2.6%
9	110	2.2%
2	63	1.3%
10	54	1.1%
Other values (7)	84	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3462	69.2%
1	17	0.3%
2	63	1.3%
3	130	2.6%
4	222	4.4%

Value	Count	Frequency (%)
16	1	< 0.1%
15	5	0.1%
14	4	0.1%
13	4	0.1%
12	18	0.4%

pets_reptiles
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0556
Minimum	0
Maximum	6
Zeros	4818
Zeros (%)	96.4%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.325775791
Coefficient of variation (CV)	5.859276816
Kurtosis	72.82864835
Mean	0.0556
Median Absolute Deviation (MAD)	0.10715232
Skewness	7.586118061
Sum	278
Variance	0.106129866

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 6. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4818	96.4%
1	114	2.3%
2	46	0.9%
3	19	0.4%
6	1	< 0.1%
5	1	< 0.1%
4	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4818	96.4%
1	114	2.3%
2	46	0.9%
3	19	0.4%
4	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5	1	< 0.1%
4	1	< 0.1%
3	19	0.4%
2	46	0.9%

pets_saltfish
Real number (ℝ_≥0)

ZEROS

Distinct count	9
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0466
Minimum	0
Maximum	8
Zeros	4942
Zeros (%)	98.8%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4695450293
Coefficient of variation (CV)	10.07607359
Kurtosis	133.344304
Mean	0.0466
Median Absolute Deviation (MAD)	0.09211888
Skewness	11.19356771
Sum	233
Variance	0.2204725345

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.5 6.5 8. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4942	98.8%
3	11	0.2%
6	11	0.2%
2	11	0.2%
4	10	0.2%
5	8	0.2%
7	3	0.1%
1	3	0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4942	98.8%
1	3	0.1%
2	11	0.2%
3	11	0.2%
4	10	0.2%

Value	Count	Frequency (%)
8	1	< 0.1%
7	3	0.1%
6	11	0.2%
5	8	0.2%
4	10	0.2%

pets_small
Real number (ℝ_≥0)

ZEROS

Distinct count	8
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1146
Minimum	0
Maximum	7
Zeros	4749
Zeros (%)	95.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5687983354
Coefficient of variation (CV)	4.96333626
Kurtosis	39.15415145
Mean	0.1146
Median Absolute Deviation (MAD)	0.21769416
Skewness	5.908675747
Sum	573
Variance	0.3235315463

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.5 2.5 3.5 4.5 7. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4749	95.0%
2	83	1.7%
1	78	1.6%
3	50	1.0%
4	26	0.5%
5	10	0.2%
6	3	0.1%
7	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4749	95.0%
1	78	1.6%
2	83	1.7%
3	50	1.0%
4	26	0.5%

Value	Count	Frequency (%)
7	1	< 0.1%
6	3	0.1%
5	10	0.2%
4	26	0.5%
3	50	1.0%

polcontrib
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3808
1	1192

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3808	76.2%
1	1192	23.8%

polparty
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3093
1	1907

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3093	61.9%
1	1907	38.1%

polview
Real number (ℝ_≥0)

Distinct count	7
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.0886
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	5
95-th percentile	6
Maximum	7
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.387059778
Coefficient of variation (CV)	0.3392505449
Kurtosis	-0.5311967079
Mean	4.0886
Median Absolute Deviation (MAD)	1.07022832
Skewness	-0.1983400055
Sum	20443
Variance	1.923934827

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 6.5 7. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
4	1733	34.7%
5	893	17.9%
6	843	16.9%
3	659	13.2%
2	623	12.5%
1	163	3.3%
7	86	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	163	3.3%
2	623	12.5%
3	659	13.2%
4	1733	34.7%
5	893	17.9%

Value	Count	Frequency (%)
7	86	1.7%
6	843	16.9%
5	893	17.9%
4	1733	34.7%
3	659	13.2%

reason
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.6368
Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	9
median	9
Q3	9
95-th percentile	9
Maximum	9
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.8500018
Coefficient of variation (CV)	0.3731931962
Kurtosis	0.8480470924
Mean	7.6368
Median Absolute Deviation (MAD)	2.20947456
Skewness	-1.658556525
Sum	38184
Variance	8.122510262

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9	4052	81.0%
1	447	8.9%
2	339	6.8%
4	105	2.1%
3	57	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	447	8.9%
2	339	6.8%
3	57	1.1%
4	105	2.1%
9	4052	81.0%

Value	Count	Frequency (%)
9	4052	81.0%
4	105	2.1%
3	57	1.1%
2	339	6.8%
1	447	8.9%

region
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.0014
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.421760289
Coefficient of variation (CV)	0.4736990369
Kurtosis	-1.308981878
Mean	3.0014
Median Absolute Deviation (MAD)	1.20688392
Skewness	0.005052460523
Sum	15007
Variance	2.02140232

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[1. 1.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5	1027	20.5%
1	1009	20.2%
3	1003	20.1%
2	995	19.9%
4	966	19.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1009	20.2%
2	995	19.9%
3	1003	20.1%
4	966	19.3%
5	1027	20.5%

Value	Count	Frequency (%)
5	1027	20.5%
4	966	19.3%
3	1003	20.1%
2	995	19.9%
1	1009	20.2%

reside
Real number (ℝ_≥0)

Distinct count	9
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.204
Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	9
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.393977272
Coefficient of variation (CV)	0.6324760762
Kurtosis	1.007473573
Mean	2.204
Median Absolute Deviation (MAD)	1.0997632
Skewness	1.228809422
Sum	11020
Variance	1.943172635

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5.5 6.5 7.5 9. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	2035	40.7%
2	1467	29.3%
3	552	11.0%
4	521	10.4%
5	288	5.8%
6	99	2.0%
7	29	0.6%
8	7	0.1%
9	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2035	40.7%
2	1467	29.3%
3	552	11.0%
4	521	10.4%
5	288	5.8%

Value	Count	Frequency (%)
9	2	< 0.1%
8	7	0.1%
7	29	0.6%
6	99	2.0%
5	288	5.8%

response_01
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4582
1	418

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4582	91.6%
1	418	8.4%

response_02
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4351
1	649

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4351	87.0%
1	649	13.0%

response_03
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4487
1	513

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4487	89.7%
1	513	10.3%

retire
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4262
1	738

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4262	85.2%
1	738	14.8%

spousedcat
Real number (ℝ)

Distinct count	6
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6414
Minimum	-1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	2
95-th percentile	4
Maximum	5
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.886774503
Coefficient of variation (CV)	2.9416503
Kurtosis	-1.021888872
Mean	0.6414
Median Absolute Deviation (MAD)	1.70639944
Skewness	0.6193166968
Sum	3207
Variance	3.559918024

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-1	2599	52.0%
2	789	15.8%
1	606	12.1%
3	507	10.1%
4	394	7.9%
5	105	2.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	2599	52.0%
1	606	12.1%
2	789	15.8%
3	507	10.1%
4	394	7.9%

Value	Count	Frequency (%)
5	105	2.1%
4	394	7.9%
3	507	10.1%
2	789	15.8%
1	606	12.1%

telecommute
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4060
1	940

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4060	81.2%
1	940	18.8%

tollfree
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	2622
1	2378

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	2622	52.4%
1	2378	47.6%

tollmon
Real number (ℝ_≥0)

ZEROS

Distinct count	235
Unique (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.26445
Minimum	0
Maximum	173
Zeros	2622
Zeros (%)	52.4%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	24.5
95-th percentile	43.5
Maximum	173
Range	173
Interquartile range (IQR)	24.5

Descriptive statistics

Standard deviation	16.31001784
Coefficient of variation (CV)	1.229603779
Kurtosis	2.31946961
Mean	13.26445
Median Absolute Deviation (MAD)	13.9919239
Skewness	1.181604957
Sum	66322.25
Variance	266.016682

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 4. 8.25 9.875 11.875 ... 46.875 58.125 67.125 85.5 173. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2622	52.4%
22.75	33	0.7%
18	33	0.7%
24	32	0.6%
23	31	0.6%
22	30	0.6%
23.75	30	0.6%
20	29	0.6%
19	29	0.6%
19.5	29	0.6%
Other values (225)	2102	42.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2622	52.4%
8	1	< 0.1%
8.5	2	< 0.1%
8.75	2	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
173	1	< 0.1%
101.75	1	< 0.1%
99.25	1	< 0.1%
94.75	1	< 0.1%
86	1	< 0.1%

tollten
Real number (ℝ_≥0)

ZEROS

Distinct count	2323
Unique (%)	46.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	577.83251
Minimum	0
Maximum	6923.45
Zeros	2622
Zeros (%)	52.4%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	885.45
95-th percentile	2620.2125
Maximum	6923.45
Range	6923.45
Interquartile range (IQR)	885.45

Descriptive statistics

Standard deviation	949.1515863
Coefficient of variation (CV)	1.642606759
Kurtosis	4.879251859
Mean	577.83251
Median Absolute Deviation (MAD)	712.0215488
Skewness	2.089870155
Sum	2889162.55
Variance	900888.7338

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.000000e+00 4.375000e+00 9.375000e+00 1.812500e+01 3.787500e+02 ... 2.655075e+03 3.450125e+03 4.274575e+03 5.604325e+03 6.923450e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2622	52.4%
16.75	3	0.1%
1480.5	3	0.1%
10	3	0.1%
68.65	2	< 0.1%
423.2	2	< 0.1%
478.95	2	< 0.1%
17.75	2	< 0.1%
1325.8	2	< 0.1%
481.5	2	< 0.1%
Other values (2313)	2357	47.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2622	52.4%
8.75	1	< 0.1%
10	3	0.1%
10.5	1	< 0.1%
10.75	1	< 0.1%

Value	Count	Frequency (%)
6923.45	1	< 0.1%
6843	1	< 0.1%
6763.8	1	< 0.1%
6196.5	1	< 0.1%
5646.45	1	< 0.1%

townsize
Real number (ℝ_≥0)

Distinct count	6
Unique (%)	0.1%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	2.68727491
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.425924996
Coefficient of variation (CV)	0.5306211846
Kurtosis	-1.262774145
Mean	2.68727491
Median Absolute Deviation (MAD)	1.257779462
Skewness	0.2766152794
Sum	13431
Variance	2.033262094

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	1436	28.7%
2	1048	21.0%
3	907	18.1%
4	857	17.1%
5	750	15.0%
(Missing)	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1436	28.7%
2	1048	21.0%
3	907	18.1%
4	857	17.1%
5	750	15.0%

Value	Count	Frequency (%)
5	750	15.0%
4	857	17.1%
3	907	18.1%
2	1048	21.0%
1	1436	28.7%

union
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	4244
1	756

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	4244	84.9%
1	756	15.1%

voice
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3485
1	1515

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3485	69.7%
1	1515	30.3%

vote
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

1	2590
0	2410

Toggle details

Frequency Table

Value	Count	Frequency (%)
1	2590	51.8%
0	2410	48.2%

wireless
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

0	3656
1	1344

Toggle details

Frequency Table

Value	Count	Frequency (%)
0	3656	73.1%
1	1344	26.9%

wiremon
Real number (ℝ_≥0)

ZEROS

Distinct count	746
Unique (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.70119
Minimum	0
Maximum	186.25
Zeros	3656
Zeros (%)	73.1%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20.9625
95-th percentile	51.305
Maximum	186.25
Range	186.25
Interquartile range (IQR)	20.9625

Descriptive statistics

Standard deviation	19.79983653
Coefficient of variation (CV)	1.850246238
Kurtosis	4.783786913
Mean	10.70119
Median Absolute Deviation (MAD)	15.64942026
Skewness	1.998012984
Sum	53505.95
Variance	392.0335268

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 6.35 14.275 16.725 22.475 41.075 54.15 65.3 100.65 186.25 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3656	73.1%
34.3	9	0.2%
22.95	7	0.1%
27.95	7	0.1%
32.2	7	0.1%
39.3	6	0.1%
22.5	6	0.1%
31.15	5	0.1%
43.2	5	0.1%
27.75	5	0.1%
Other values (736)	1287	25.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3656	73.1%
12.7	1	< 0.1%
14	1	< 0.1%
14.55	1	< 0.1%
14.7	2	< 0.1%

Value	Count	Frequency (%)
186.25	1	< 0.1%
165.15	1	< 0.1%
134.45	1	< 0.1%
130.75	1	< 0.1%
119.1	1	< 0.1%

wireten
Real number (ℝ_≥0)

ZEROS

Distinct count	1328
Unique (%)	26.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	421.98461
Minimum	0
Maximum	12858.65
Zeros	3656
Zeros (%)	73.1%
Memory size	39.2 KiB

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	89.9625
95-th percentile	2687.9225
Maximum	12858.65
Range	12858.65
Interquartile range (IQR)	89.9625

Descriptive statistics

Standard deviation	1001.003287
Coefficient of variation (CV)	2.372132213
Kurtosis	15.46436407
Mean	421.98461
Median Absolute Deviation (MAD)	646.8184915
Skewness	3.30420317
Sum	2109923.05
Variance	1002007.58

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.000000e+00 6.350000e+00 1.544000e+02 7.868000e+02 2.476950e+03 3.141400e+03 3.875850e+03 5.612075e+03 7.093050e+03 1.285865e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3656	73.1%
2182.05	2	< 0.1%
2386.25	2	< 0.1%
2323.8	2	< 0.1%
1062.75	2	< 0.1%
2049.85	2	< 0.1%
1199.2	2	< 0.1%
183.1	2	< 0.1%
20.9	2	< 0.1%
1073.95	2	< 0.1%
Other values (1318)	1326	26.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3656	73.1%
12.7	1	< 0.1%
14.55	1	< 0.1%
14.6	1	< 0.1%
14.9	2	< 0.1%

Value	Count	Frequency (%)
12858.65	1	< 0.1%
9851.15	1	< 0.1%
9039.8	1	< 0.1%
8675.05	1	< 0.1%
7217.1	1	< 0.1%

First rows

	active	addresscat	agecat	bfast	birthmonth	callcard	callid	callwait	carbought	carbuy	carcatvalue	card	card2	card2benefit	card2fee	card2spent	card2tenurecat	card2type	cardbenefit	cardfee	cardmon	cardspent	cardten	cardtype	carown	cars	cartype	carvalue	churn	commutebike	commutebus	commutecar	commutecarpool	commutecat	commutemotorcycle	commutenonmotor	commutepublic	commuterail	commutetime	commutewalk	confer	creddebt	debtinc	default	ebill	edcat	empcat	employ	equip	equipmon	equipten	forward	gender	homeown	hometype	hourstv	inccat	income	internet	jobcat	jobsat	lncreddebt	lnlongmon	lnothdebt	longmon	multline	news	othdebt	owncd	owndvd	ownfax	owngame	ownipod	ownpc	ownpda	owntv	ownvcr	pager	pets	pets_cats	pets_dogs	pets_freshfish	pets_small	polcontrib	polparty	polview	reason	region	reside	response_01	response_02	retire	spousedcat	telecommute	tollfree	tollmon	tollten	townsize	union	voice	vote	wireless	wiremon	wireten
0	0	1	2	3	September	1	0	1	0	0	1	3	5	1	0	67.80	2	3	1	0	14.25	81.66	60.0	1	1	2	0	14.3	1	0	0	0	1	4	1	0	0	0	22.0	1	1	1.200909	11.1	1	0	3	1	0	1	29.50	126.10	1	1	0	2	13	2	31	0	1	1	0.183079	1.871802	0.806516	6.50	1	0	2.240091	0	1	0	1	1	0	0	1	1	1	0	0	0	0	0	0	1	6	9	1	3	0	1	0	-1	0	1	29.00	161.05	2.0	1	1	1	0	0.00	0.00
1	1	1	2	1	May	1	1	0	0	0	1	2	4	3	0	34.94	2	1	1	0	16.00	42.60	610.0	4	1	2	1	6.8	0	1	1	1	0	1	0	1	0	0	29.0	0	0	1.222020	18.6	1	1	4	1	0	1	54.85	1975.00	1	0	1	3	18	1	15	4	2	1	0.200505	2.186051	0.449788	8.90	1	1	1.567980	1	1	1	1	1	1	1	1	1	1	6	0	0	6	0	0	1	4	9	5	2	0	0	0	-1	1	0	0.00	0.00	5.0	0	1	0	1	45.65	1683.55
2	0	5	6	3	June	1	0	0	0	1	1	2	4	3	0	175.75	5	1	4	0	23.00	184.22	1410.0	1	1	3	1	18.8	0	0	1	1	1	3	0	0	0	1	24.0	0	0	0.928620	9.9	0	0	2	5	16	0	0.00	0.00	0	1	1	1	21	2	35	0	2	4	-0.074056	3.346389	0.930738	28.40	1	1	2.536380	1	1	0	0	0	0	0	1	1	0	3	2	1	0	0	0	1	5	2	3	3	0	0	0	2	0	0	0.00	0.00	4.0	0	0	0	0	0.00	0.00
3	1	2	2	1	May	1	0	0	0	1	1	2	3	4	0	18.42	2	2	4	0	21.00	340.99	685.0	1	1	3	1	8.7	0	0	0	1	0	1	0	0	0	0	38.0	0	0	0.022800	5.7	1	1	3	1	0	0	0.00	0.00	0	0	1	3	26	1	20	2	2	2	-3.780995	1.791759	0.110826	6.00	1	1	1.117200	1	1	0	1	1	1	0	1	1	0	0	0	0	0	0	0	0	3	9	4	5	1	0	0	4	0	0	0.00	0.00	3.0	0	0	0	0	0.00	0.00
4	1	2	3	3	July	1	1	1	0	1	1	4	1	2	0	252.73	3	3	1	0	17.25	255.10	360.0	2	0	1	1	10.6	0	0	0	0	0	3	0	0	1	0	32.0	1	1	0.214659	1.7	0	0	3	1	1	0	0.00	0.00	1	0	0	2	27	1	23	3	2	1	-1.538705	1.115142	-1.735336	3.05	0	0	0.176341	1	1	0	1	0	1	0	1	1	0	0	0	0	0	0	0	0	4	9	2	4	0	1	0	2	0	1	16.50	387.70	2.0	0	1	0	1	19.05	410.80
5	0	5	5	3	August	1	1	1	-1	0	-1	2	3	2	1	0.00	3	3	1	1	28.25	228.27	765.0	4	-1	0	-1	-1.0	0	0	0	0	0	4	0	0	0	1	23.0	1	1	1.060584	5.6	0	0	4	5	22	1	35.50	970.95	1	0	1	1	21	4	107	0	3	2	0.058820	2.091864	1.595626	8.10	0	0	4.931416	1	1	0	0	0	0	1	1	1	1	11	1	1	7	2	0	0	4	9	4	1	0	1	0	-1	0	1	26.75	726.60	4.0	0	0	0	0	0.00	0.00
6	0	4	5	2	July	0	0	0	1	0	2	5	2	4	0	130.14	2	3	1	1	0.00	822.32	0.0	3	1	2	0	25.6	0	1	1	1	0	3	0	0	0	0	32.0	1	0	0.501809	1.9	0	0	2	3	10	0	0.00	0.00	1	1	0	3	19	4	77	1	1	2	-0.689536	1.335001	-0.039582	3.80	0	0	0.961191	1	1	0	0	1	1	0	1	1	0	2	0	2	0	0	0	0	4	9	2	1	0	0	0	-1	0	0	0.00	0.00	5.0	0	0	0	0	0.00	0.00
7	0	4	4	3	October	1	1	1	0	1	3	1	3	4	0	712.10	5	1	4	0	14.50	592.70	630.0	1	1	1	0	55.5	0	0	0	0	0	3	0	0	0	1	31.0	0	1	5.950368	14.4	0	0	3	4	11	0	0.00	0.00	1	1	1	3	13	4	97	0	1	5	1.783453	2.698000	2.081643	14.85	1	1	8.017632	1	1	0	0	0	0	0	1	1	0	10	0	2	8	0	0	0	6	2	3	2	0	0	0	3	0	1	24.00	1110.40	4.0	0	0	1	0	0.00	0.00
8	1	4	6	3	October	1	0	0	0	0	1	3	2	3	0	141.24	5	4	2	0	15.50	326.59	830.0	4	1	1	1	8.6	0	0	1	1	0	3	1	0	0	1	25.0	0	0	0.102336	2.6	0	0	2	4	15	0	0.00	0.00	0	1	1	1	25	1	16	0	1	2	-2.279494	3.046901	-1.159433	21.05	1	0	0.313664	1	1	0	0	0	0	0	1	1	0	1	1	0	0	0	1	1	3	9	2	1	1	0	1	-1	0	0	0.00	0.00	3.0	0	0	1	0	0.00	0.00
9	1	4	4	3	July	0	0	0	1	0	3	5	2	1	0	111.17	2	2	1	0	0.00	199.64	0.0	4	1	4	0	41.0	1	0	0	1	0	1	1	0	0	0	29.0	0	0	1.770216	4.1	0	0	1	5	19	0	0.00	0.00	0	0	1	1	21	4	84	0	6	4	0.571102	1.294727	0.515087	3.65	0	0	1.673784	1	1	0	0	0	0	0	1	1	0	1	1	0	0	0	1	1	3	9	2	2	0	0	0	-1	0	0	0.00	0.00	2.0	0	0	1	0	0.00	0.00

Last rows

	active	addresscat	agecat	bfast	birthmonth	callcard	callid	callwait	carbought	carbuy	carcatvalue	card	card2	card2benefit	card2fee	card2spent	card2tenurecat	card2type	cardbenefit	cardmon	cardspent	cardten	cardtype	carown	cars	cartype	carvalue	churn	commutebus	commutecar	commutecarpool	commutecat	commutepublic	commuterail	commutetime	commutewalk	confer	creddebt	debtinc	default	ebill	edcat	empcat	employ	equip	equipmon	equipten	forward	gender	homeown	hometype	hourstv	inccat	income	internet	jobcat	jobsat	lncreddebt	lnlongmon	lnothdebt	longmon	multline	news	othdebt	owncd	owndvd	ownfax	owngame	ownipod	ownpc	ownpda	owntv	ownvcr	pager	pets	pets_cats	pets_dogs	pets_freshfish	pets_small	polcontrib	polparty	polview	reason	region	reside	response_02	response_03	spousedcat	telecommute	tollfree	tollmon	tollten	townsize	union	voice	vote	wireless	wiremon	wireten
4990	0	2	3	3	September	1	1	1	1	0	3	1	2	1	0	146.52	1	4	1	17.25	440.75	195.0	3	1	5	1	47.1	0	0	1	0	1	0	1	31.0	1	1	2.085804	9.3	1	1	5	1	0	1	39.15	374.80	1	1	1	3	22	4	89	1	5	1	0.735154	1.536867	1.823128	4.65	1	0	6.191196	1	1	1	1	1	1	1	1	1	1	7	0	2	5	0	0	0	4	9	3	1	0	0	-1	0	1	24.00	273.95	3.0	1	1	0	1	35.7	355.75
4991	0	4	5	3	November	0	1	0	0	1	2	3	4	2	0	26.14	3	4	1	0.00	285.67	0.0	1	1	1	0	32.0	1	1	0	1	4	0	0	19.0	1	0	3.610350	14.2	0	1	4	3	9	1	41.20	1402.20	1	1	1	1	25	4	75	3	2	1	1.283805	1.864080	1.951558	6.45	1	0	7.039650	1	1	1	1	1	1	0	1	1	1	1	0	1	0	0	0	0	5	9	2	2	0	0	4	0	0	0.00	0.00	2.0	0	1	1	1	34.4	1140.55
4992	0	3	5	3	December	1	1	1	-1	0	-1	1	4	4	0	244.88	5	3	1	25.00	888.83	1280.0	2	-1	0	-1	-1.0	0	1	0	0	3	1	1	37.0	0	1	0.114905	0.5	0	0	3	3	10	0	0.00	0.00	1	1	1	3	15	2	49	0	2	3	-2.163650	1.974081	-2.039490	7.20	0	0	0.130095	1	1	1	1	0	1	0	1	1	1	0	0	0	0	0	0	0	5	9	4	1	0	1	-1	0	1	37.75	2058.95	4.0	0	1	0	0	0.0	0.00
4993	1	4	5	3	April	0	1	1	1	0	2	4	1	1	0	114.51	4	3	2	0.00	227.25	0.0	4	1	3	0	31.9	0	0	1	0	1	0	1	25.0	1	1	0.220500	2.1	0	0	4	2	2	0	0.00	0.00	0	0	1	1	19	3	60	0	2	4	-1.511858	2.653242	0.038740	14.20	0	0	1.039500	1	1	1	1	0	1	0	1	1	0	2	2	0	0	0	0	0	3	9	3	2	1	0	4	0	1	24.50	1182.70	3.0	0	0	1	0	0.0	0.00
4994	1	2	4	1	April	0	1	0	0	0	2	3	2	4	1	7.14	2	3	4	0.00	430.80	0.0	3	1	1	1	31.9	0	0	1	1	1	0	0	24.0	0	0	3.252027	11.3	1	0	3	1	1	0	0.00	0.00	1	1	0	1	23	3	53	0	2	2	1.179278	0.615186	1.006853	1.85	0	0	2.736973	1	1	0	1	0	0	0	1	1	0	1	0	1	0	0	1	0	4	4	3	2	0	0	-1	1	0	0.00	0.00	1.0	0	0	1	0	0.0	0.00
4995	0	4	6	2	January	1	0	0	0	0	3	1	3	4	0	553.56	5	3	3	21.75	872.11	1565.0	3	1	1	0	64.5	0	0	0	0	3	0	1	21.0	0	0	7.934080	8.0	0	0	1	5	24	0	0.00	0.00	0	0	1	1	19	5	196	0	1	1	2.071167	3.529297	2.047166	34.10	0	1	7.745920	1	1	0	0	0	0	0	1	1	0	4	4	0	0	0	1	0	4	9	2	1	0	0	-1	0	0	0.00	0.00	2.0	0	0	1	0	0.0	0.00
4996	1	3	5	1	May	1	1	1	1	1	3	3	5	2	0	155.54	4	1	4	26.25	210.81	800.0	4	1	2	1	40.0	0	1	1	0	3	1	0	26.0	0	1	3.336600	15.0	1	0	2	3	6	0	0.00	0.00	1	0	1	1	14	4	83	0	1	5	1.204952	2.341806	2.209746	10.40	0	0	9.113400	1	1	0	0	0	0	0	1	1	0	1	0	0	1	0	0	0	4	9	3	1	0	0	-1	0	1	36.50	1157.20	3.0	0	0	0	1	27.9	757.35
4997	0	5	6	3	August	1	1	1	1	0	3	1	2	4	0	643.67	5	4	1	15.25	884.08	1070.0	3	1	3	0	53.6	0	1	1	1	1	0	0	32.0	1	1	3.557520	10.8	0	0	4	5	24	0	0.00	0.00	1	0	1	3	16	4	108	0	1	3	1.269064	3.380995	2.092664	29.40	1	1	8.106480	1	1	0	0	0	0	1	1	1	0	0	0	0	0	0	0	0	4	9	4	1	0	0	-1	0	1	44.00	3322.50	5.0	0	0	0	0	0.0	0.00
4998	0	4	4	3	December	1	0	0	1	1	3	3	4	1	0	371.60	4	3	1	9.50	381.35	345.0	1	1	2	1	96.0	0	0	1	0	1	0	1	12.0	0	0	5.021352	10.8	1	1	4	2	3	1	29.55	1032.85	0	0	1	1	24	5	189	3	2	4	1.613699	2.073172	2.733760	7.95	1	1	15.390648	1	1	0	1	1	1	0	1	1	0	0	0	0	0	0	1	1	2	9	1	4	0	0	3	0	0	0.00	0.00	1.0	0	0	0	0	0.0	0.00
4999	1	3	4	3	May	1	0	0	0	1	3	3	4	3	0	138.14	3	1	3	11.50	269.72	260.0	3	1	2	0	49.3	1	1	1	0	3	0	1	32.0	1	0	2.267650	6.2	0	0	1	5	20	0	0.00	0.00	0	1	1	1	19	4	77	0	5	4	0.818744	2.085672	0.918828	8.05	0	0	2.506350	1	1	0	0	0	0	0	1	1	0	9	0	0	5	4	1	1	2	9	3	2	0	0	2	0	0	0.00	0.00	5.0	0	0	1	0	0.0	0.00

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows